{"id":"W4386467663","doi":"10.1093/mnras/stad2671","title":"Modelling of the multitransition periodic flaring in G9.62+0.20E","year":2023,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Perimeter Institute; Western University","funders":"Japan Society for the Promotion of Science; Natural Sciences and Engineering Research Council of Canada; Ministero dello Sviluppo Economico","keywords":"Physics; Maser; Population inversion; Superradiance; Astrophysics; Population; Line (geometry); Spectral analysis; Computational physics; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001904155,0.0004217681,0.0004186456,0.0004026171,0.0003612579,0.0008168942,0.0007066295,0.001254347,0.002376345],"category_scores_gemma":[0.0005416935,0.0002778974,0.0008513603,0.0003890811,0.0003899096,0.0003791931,0.0004313769,0.0005590242,0.0003178953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007675802,"about_ca_system_score_gemma":0.0002742922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01853757,"about_ca_topic_score_gemma":0.008314072,"domain_scores_codex":[0.999928,0.00001504385,0.000003021957,0.00001671136,0.00001172406,0.00002553102],"domain_scores_gemma":[0.9998516,0.00004786636,0.00002827783,0.0000188295,0.00001648277,0.00003700286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009102577,0.00005700812,0.008931298,0.00003187568,0.00005191648,0.000308974,0.00008255742,0.9824303,0.004623774,0.001595131,0.0003202488,0.001475879],"study_design_scores_gemma":[0.0000312678,0.00004956897,0.01323944,0.000005847968,0.0000167475,0.00006569421,0.00004559967,0.9846986,0.0005723923,0.0005812555,0.0006751755,0.00001836249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888749,0.0001306591,0.004511873,0.0001369611,0.00001671619,0.0000236558,0.0008918552,0.0001636395,0.005249688],"genre_scores_gemma":[0.9977133,0.00005188225,0.0007325427,0.00002697274,0.000006688425,0.00001416797,0.0005023986,0.00003291031,0.0009190865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01853757,"threshold_uncertainty_score":0.03685933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456043684082314,"score_gpt":0.2079493254454768,"score_spread":0.1933888886046536,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}